Deep learning for plant disease detection

MM Khalid, O Karan - International Journal of Mathematics, Statistics, and …, 2024 - ijmscs.org
Agriculture, an essential bedrock of human survival, continually grapples with the menace of
plant diseases, culminating in substantial yield reductions. While conventional detection …

Plant leaf diseases detection using deep learning algorithms

V Binnar, S Sharma - … Learning, Image Processing, Network Security and …, 2023 - Springer
A key difficulty in agriculture are plant leaf diseases and destructive insects. The
development of early treatment options for leaf diseases should be aided by faster and more …

Crop-saving with AI: latest trends in deep learning techniques for plant pathology

Z Salman, A Muhammad, MJ Piran… - Frontiers in Plant Science, 2023 - frontiersin.org
Plant diseases pose a major threat to agricultural production and the food supply chain, as
they expose plants to potentially disruptive pathogens that can affect the lives of those who …

Revolutionizing crop disease detection with computational deep learning: a comprehensive review

HN Ngugi, AE Ezugwu, AA Akinyelu… - Environmental Monitoring …, 2024 - Springer
Digital image processing has witnessed a significant transformation, owing to the adoption
of deep learning (DL) algorithms, which have proven to be vastly superior to conventional …

An advanced deep learning models-based plant disease detection: A review of recent research

M Shoaib, B Shah, S Ei-Sappagh, A Ali… - Frontiers in Plant …, 2023 - frontiersin.org
Plants play a crucial role in supplying food globally. Various environmental factors lead to
plant diseases which results in significant production losses. However, manual detection of …

Automation of crop disease detection through conventional machine learning and deep transfer learning approaches

H Orchi, M Sadik, M Khaldoun, E Sabir - Agriculture, 2023 - mdpi.com
With the rapid population growth, increasing agricultural productivity is an extreme
requirement to meet demands. Early identification of crop diseases is essential to prevent …

A mobile-based system for detecting plant leaf diseases using deep learning

AA Ahmed, GH Reddy - AgriEngineering, 2021 - mdpi.com
Plant diseases are one of the grand challenges that face the agriculture sector worldwide. In
the United States, crop diseases cause losses of one-third of crop production annually …

Binary class and multi-class plant disease detection using ensemble deep learning-based approach

CK Sunil, CD Jaidhar, N Patil - International Journal of …, 2022 - inderscienceonline.com
Providing food for the exponentially growing global population is a highly challenging task.
Owing to the demand and supply gap may diminish food production due to diseases in …

[PDF][PDF] Towards Sustainable Agricultural Systems: A Lightweight Deep Learning Model for Plant Disease Detection.

S Parez, N Dilshad, TM Alanazi, JW Lee - Comput. Syst. Sci. Eng., 2023 - researchgate.net
A country's economy heavily depends on agricultural development. However, due to several
plant diseases, crop growth rate and quality are highly suffered. Accurate identification of …

Deep learning models for plant disease detection and diagnosis

KP Ferentinos - Computers and electronics in agriculture, 2018 - Elsevier
In this paper, convolutional neural network models were developed to perform plant disease
detection and diagnosis using simple leaves images of healthy and diseased plants …